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  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "niul9btpdrxi"
      },
      "source": [
        "**NOTE** Currently this notebook runs with MlpMixer on GPUs and TPUs, but Vision\n",
        "Transformers only run on GPUs. This is due to a temporary regression in the TPU\n",
        "Node setup that is used for Colab and will be fixed soon."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-MYot7DJh9kk"
      },
      "source": [
        "See code at https://github.com/google-research/vision_transformer/\n",
        "\n",
        "See papers at\n",
        "\n",
        "- Vision Transformer: https://arxiv.org/abs/2010.11929\n",
        "- MLP-Mixer: https://arxiv.org/abs/2105.01601\n",
        "- How to train your ViT: https://arxiv.org/abs/2106.10270\n",
        "- When Vision Transformers Outperform ResNets without Pretraining or Strong Data Augmentations: https://arxiv.org/abs/2106.01548\n",
        "\n",
        "This Colab allows you to run the [JAX](https://jax.readthedocs.org) implementation of the Vision Transformer.\n",
        "\n",
        "If you just want to load a pre-trained checkpoint from a large repository and\n",
        "directly use it for inference, you probably want to go the other Colab\n",
        "\n",
        "https://colab.sandbox.google.com/github/google-research/vision_transformer/blob/linen/vit_jax_augreg.ipynb"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sXhZm0kpPpH6"
      },
      "source": [
        "##### Copyright 2021 Google LLC."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cfe6jvTCo1yQ"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "id": "KfmzfvFxPuk7"
      },
      "source": [
        "#@title Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
        "# you may not use this file except in compliance with the License.\n",
        "# You may obtain a copy of the License at\n",
        "#\n",
        "# https://www.apache.org/licenses/LICENSE-2.0\n",
        "#\n",
        "# Unless required by applicable law or agreed to in writing, software\n",
        "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
        "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
        "# See the License for the specific language governing permissions and\n",
        "# limitations under the License."
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iOVCm4CnP1Do"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/google-research/vision_transformer/blob/master/vit_jax.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cyD76dm5JaeW"
      },
      "source": [
        "### Setup\n",
        "\n",
        "Needs to be executed once in every VM.\n",
        "\n",
        "The cell below downloads the code from Github and install necessary dependencies."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 74
        },
        "id": "zZvI8OXt78sj",
        "outputId": "9a07850b-0931-4dcd-c0d5-5ced92a1736c"
      },
      "source": [
        "#@markdown Select whether you would like to store data in your personal drive.\n",
        "#@markdown\n",
        "#@markdown If you select **yes**, you will need to authorize Colab to access\n",
        "#@markdown your personal drive\n",
        "#@markdown\n",
        "#@markdown If you select **no**, then any changes you make will diappear when\n",
        "#@markdown this Colab's VM restarts after some time of inactivity...\n",
        "use_gdrive = 'no'  #@param [\"yes\", \"no\"]\n",
        "\n",
        "if use_gdrive == 'yes':\n",
        "  from google.colab import drive\n",
        "  drive.mount('/gdrive')\n",
        "  root = '/gdrive/My Drive/vision_transformer_colab'\n",
        "  import os\n",
        "  if not os.path.isdir(root):\n",
        "    os.mkdir(root)\n",
        "  os.chdir(root)\n",
        "  print(f'\\nChanged CWD to \"{root}\"')\n",
        "else:\n",
        "  from IPython import display\n",
        "  display.display(display.HTML(\n",
        "      '<h1 style=\"color:red\">CHANGES NOT PERSISTED</h1>'))"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "<h1 style=\"color:red\">CHANGES NOT PERSISTED</h1>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GeEy6gN71CDa",
        "outputId": "0e985d4a-4279-4f1a-9158-cac3afd39419"
      },
      "source": [
        "# Clone repository and pull latest changes.\n",
        "![ -d vision_transformer ] || git clone --depth=1 https://github.com/google-research/vision_transformer\n",
        "!cd vision_transformer && git pull"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Cloning into 'vision_transformer'...\n",
            "remote: Enumerating objects: 35, done.\u001b[K\n",
            "remote: Counting objects: 100% (35/35), done.\u001b[K\n",
            "remote: Compressing objects: 100% (33/33), done.\u001b[K\n",
            "remote: Total 35 (delta 5), reused 14 (delta 0), pack-reused 0\u001b[K\n",
            "Unpacking objects: 100% (35/35), done.\n",
            "Already up to date.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sCN4d-GQJdU4"
      },
      "source": [
        "!pip install -qr vision_transformer/vit_jax/requirements.txt"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bcLBTSXuNjK6"
      },
      "source": [
        "### Imports"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BcnlJF7FKTfD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "71ad5254-23e4-4b02-972f-7701fd0e4940"
      },
      "source": [
        "# Shows all available pre-trained models.\n",
        "!gsutil ls -lh gs://vit_models/imagenet*\n",
        "!gsutil ls -lh gs://vit_models/sam\n",
        "!gsutil ls -lh gs://mixer_models/*"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "gs://vit_models/imagenet21k+imagenet2012/:\n",
            "377.57 MiB  2020-11-30T16:17:02Z  gs://vit_models/imagenet21k+imagenet2012/R50+ViT-B_16.npz\n",
            "330.29 MiB  2020-10-29T17:05:52Z  gs://vit_models/imagenet21k+imagenet2012/ViT-B_16-224.npz\n",
            " 331.4 MiB  2020-10-20T11:48:22Z  gs://vit_models/imagenet21k+imagenet2012/ViT-B_16.npz\n",
            "336.89 MiB  2020-10-20T11:47:36Z  gs://vit_models/imagenet21k+imagenet2012/ViT-B_32.npz\n",
            "334.78 MiB  2021-03-12T09:04:16Z  gs://vit_models/imagenet21k+imagenet2012/ViT-B_8.npz\n",
            "  1.13 GiB  2020-10-29T17:08:31Z  gs://vit_models/imagenet21k+imagenet2012/ViT-L_16-224.npz\n",
            "  1.14 GiB  2020-10-20T11:53:44Z  gs://vit_models/imagenet21k+imagenet2012/ViT-L_16.npz\n",
            "  1.14 GiB  2020-10-20T11:50:56Z  gs://vit_models/imagenet21k+imagenet2012/ViT-L_32.npz\n",
            "\n",
            "gs://vit_models/imagenet21k/:\n",
            "450.23 MiB  2021-01-20T14:12:43Z  gs://vit_models/imagenet21k/R26+ViT-B_32.npz\n",
            "439.85 MiB  2020-11-30T10:10:15Z  gs://vit_models/imagenet21k/R50+ViT-B_16.npz\n",
            "  1.31 GiB  2021-01-20T14:11:54Z  gs://vit_models/imagenet21k/R50+ViT-L_32.npz\n",
            "393.69 MiB  2020-10-22T21:38:39Z  gs://vit_models/imagenet21k/ViT-B_16.npz\n",
            "400.01 MiB  2020-11-02T08:30:56Z  gs://vit_models/imagenet21k/ViT-B_32.npz\n",
            "393.72 MiB  2021-03-10T13:28:28Z  gs://vit_models/imagenet21k/ViT-B_8.npz\n",
            "  2.46 GiB  2020-11-03T10:46:11Z  gs://vit_models/imagenet21k/ViT-H_14.npz\n",
            "  1.22 GiB  2020-11-09T14:39:51Z  gs://vit_models/imagenet21k/ViT-L_16.npz\n",
            "  1.23 GiB  2020-11-02T08:35:10Z  gs://vit_models/imagenet21k/ViT-L_32.npz\n",
            "TOTAL: 17 objects, 14306096550 bytes (13.32 GiB)\n",
            "gs://mixer_models/imagenet1k/:\n",
            "228.47 MiB  2021-05-05T14:09:01Z  gs://mixer_models/imagenet1k/Mixer-B_16.npz\n",
            "794.29 MiB  2021-05-05T14:09:02Z  gs://mixer_models/imagenet1k/Mixer-L_16.npz\n",
            "\n",
            "gs://mixer_models/imagenet21k/:\n",
            "289.61 MiB  2021-05-05T14:09:11Z  gs://mixer_models/imagenet21k/Mixer-B_16.npz\n",
            "875.78 MiB  2021-05-05T14:09:12Z  gs://mixer_models/imagenet21k/Mixer-L_16.npz\n",
            "TOTAL: 4 objects, 2294435384 bytes (2.14 GiB)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6ztOhq_fzZyO"
      },
      "source": [
        "# Download a pre-trained model.\n",
        "\n",
        "# Note: you can really choose any of the above, but this Colab has been tested\n",
        "# with the models of below selection...\n",
        "model_name = 'ViT-B_32'  #@param [\"ViT-B_32\", \"Mixer-B_16\"]\n",
        "\n",
        "if model_name.startswith('ViT'):\n",
        "  ![ -e \"$model_name\".npz ] || gsutil cp gs://vit_models/imagenet21k/\"$model_name\".npz .\n",
        "if model_name.startswith('Mixer'):\n",
        "  ![ -e \"$model_name\".npz ] || gsutil cp gs://mixer_models/imagenet21k/\"$model_name\".npz .\n",
        "\n",
        "import os\n",
        "assert os.path.exists(f'{model_name}.npz')"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4EzOChfJeVrU",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c6073281-7bab-41dc-a0ba-6722aadcd979"
      },
      "source": [
        "# Google Colab \"TPU\" runtimes are configured in \"2VM mode\", meaning that JAX\n",
        "# cannot see the TPUs because they're not directly attached. Instead we need to\n",
        "# setup JAX to communicate with a second machine that has the TPUs attached.\n",
        "import os\n",
        "if 'google.colab' in str(get_ipython()) and 'COLAB_TPU_ADDR' in os.environ:\n",
        "  import jax\n",
        "  import jax.tools.colab_tpu\n",
        "  jax.tools.colab_tpu.setup_tpu()\n",
        "  print('Connected to TPU.')\n",
        "else:\n",
        "  print('No TPU detected. Can be changed under \"Runtime/Change runtime type\".')"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "No TPU detected. Can be changed under \"Runtime/Change runtime type\".\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "igqZ6qYNeHWo",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c33fbf56-7d99-4c23-a68f-622b5b31d0dd"
      },
      "source": [
        "from absl import logging\n",
        "import flax\n",
        "import jax\n",
        "from matplotlib import pyplot as plt\n",
        "import numpy as np\n",
        "import tqdm\n",
        "\n",
        "logging.set_verbosity(logging.INFO)\n",
        "\n",
        "# Shows the number of available devices.\n",
        "# In a CPU/GPU runtime this will be a single device.\n",
        "# In a TPU runtime this will be 8 cores.\n",
        "jax.local_devices()"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[GpuDevice(id=0, process_index=0)]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9TuMn31fNj0T",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "outputId": "bb70d1b2-c133-4225-b53e-e95c8ab61ba6"
      },
      "source": [
        "# Open some code files in a split editor on the right.\n",
        "# You can open more files in the file tab on the left.\n",
        "from google.colab import files\n",
        "files.view('vision_transformer/vit_jax/configs/common.py')\n",
        "files.view('vision_transformer/vit_jax/configs/models.py')\n",
        "files.view('vision_transformer/vit_jax/checkpoint.py')\n",
        "files.view('vision_transformer/vit_jax/input_pipeline.py')\n",
        "files.view('vision_transformer/vit_jax/models.py')\n",
        "files.view('vision_transformer/vit_jax/momentum_clip.py')\n",
        "files.view('vision_transformer/vit_jax/train.py')"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/content/vision_transformer/vit_jax/configs/common.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/content/vision_transformer/vit_jax/configs/models.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/content/vision_transformer/vit_jax/checkpoint.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/content/vision_transformer/vit_jax/input_pipeline.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/content/vision_transformer/vit_jax/models.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/content/vision_transformer/vit_jax/momentum_clip.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/javascript": [
              "\n",
              "      ((filepath) => {{\n",
              "        if (!google.colab.kernel.accessAllowed) {{\n",
              "          return;\n",
              "        }}\n",
              "        google.colab.files.view(filepath);\n",
              "      }})(\"/content/vision_transformer/vit_jax/train.py\")"
            ],
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sjN0_b-YbaHu"
      },
      "source": [
        "# Import files from repository.\n",
        "# Updating the files in the editor on the right will immediately update the\n",
        "# modules by re-importing them.\n",
        "\n",
        "import sys\n",
        "if './vision_transformer' not in sys.path:\n",
        "  sys.path.append('./vision_transformer')\n",
        "\n",
        "%load_ext autoreload\n",
        "%autoreload 2\n",
        "\n",
        "from vit_jax import checkpoint\n",
        "from vit_jax import input_pipeline\n",
        "from vit_jax import utils\n",
        "from vit_jax import models\n",
        "from vit_jax import momentum_clip\n",
        "from vit_jax import train\n",
        "from vit_jax.configs import common as common_config\n",
        "from vit_jax.configs import models as models_config"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GojydzsXgknd"
      },
      "source": [
        "# Helper functions for images.\n",
        "\n",
        "labelnames = dict(\n",
        "  # https://www.cs.toronto.edu/~kriz/cifar.html\n",
        "  cifar10=('airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck'),\n",
        "  # https://www.cs.toronto.edu/~kriz/cifar.html\n",
        "  cifar100=('apple', 'aquarium_fish', 'baby', 'bear', 'beaver', 'bed', 'bee', 'beetle', 'bicycle', 'bottle', 'bowl', 'boy', 'bridge', 'bus', 'butterfly', 'camel', 'can', 'castle', 'caterpillar', 'cattle', 'chair', 'chimpanzee', 'clock', 'cloud', 'cockroach', 'couch', 'crab', 'crocodile', 'cup', 'dinosaur', 'dolphin', 'elephant', 'flatfish', 'forest', 'fox', 'girl', 'hamster', 'house', 'kangaroo', 'computer_keyboard', 'lamp', 'lawn_mower', 'leopard', 'lion', 'lizard', 'lobster', 'man', 'maple_tree', 'motorcycle', 'mountain', 'mouse', 'mushroom', 'oak_tree', 'orange', 'orchid', 'otter', 'palm_tree', 'pear', 'pickup_truck', 'pine_tree', 'plain', 'plate', 'poppy', 'porcupine', 'possum', 'rabbit', 'raccoon', 'ray', 'road', 'rocket', 'rose', 'sea', 'seal', 'shark', 'shrew', 'skunk', 'skyscraper', 'snail', 'snake', 'spider', 'squirrel', 'streetcar', 'sunflower', 'sweet_pepper', 'table', 'tank', 'telephone', 'television', 'tiger', 'tractor', 'train', 'trout', 'tulip', 'turtle', 'wardrobe', 'whale', 'willow_tree', 'wolf', 'woman', 'worm')\n",
        ")\n",
        "def make_label_getter(dataset):\n",
        "  \"\"\"Returns a function converting label indices to names.\"\"\"\n",
        "  def getter(label):\n",
        "    if dataset in labelnames:\n",
        "      return labelnames[dataset][label]\n",
        "    return f'label={label}'\n",
        "  return getter\n",
        "\n",
        "def show_img(img, ax=None, title=None):\n",
        "  \"\"\"Shows a single image.\"\"\"\n",
        "  if ax is None:\n",
        "    ax = plt.gca()\n",
        "  ax.imshow(img[...])\n",
        "  ax.set_xticks([])\n",
        "  ax.set_yticks([])\n",
        "  if title:\n",
        "    ax.set_title(title)\n",
        "\n",
        "def show_img_grid(imgs, titles):\n",
        "  \"\"\"Shows a grid of images.\"\"\"\n",
        "  n = int(np.ceil(len(imgs)**.5))\n",
        "  _, axs = plt.subplots(n, n, figsize=(3 * n, 3 * n))\n",
        "  for i, (img, title) in enumerate(zip(imgs, titles)):\n",
        "    img = (img + 1) / 2  # Denormalize\n",
        "    show_img(img, axs[i // n][i % n], title)"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QZfK1vIIMmFz"
      },
      "source": [
        "### Load dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TSAVpYtP5VaE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "4ffa06ed-1837-4391-f714-9d649a46e925"
      },
      "source": [
        "dataset = 'cifar10'\n",
        "batch_size = 512\n",
        "config = common_config.with_dataset(common_config.get_config(), dataset)\n",
        "num_classes = input_pipeline.get_dataset_info(dataset, 'train')['num_classes']\n",
        "config.batch = batch_size\n",
        "config.pp.crop = 224"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Load pre-computed DatasetInfo (eg: splits, num examples,...) from GCS: cifar10/3.0.2\n",
            "INFO:absl:Load dataset info from /tmp/tmp8pyec2amtfds\n",
            "INFO:absl:Field info.citation from disk and from code do not match. Keeping the one from code.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ruzdzpsMNhGm",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 639,
          "referenced_widgets": [
            "1df584588ca248cfb006a8851a6d783c",
            "0b5864317752470c97876fbd5f086eb4",
            "09fc9125bc29421e8e389c0cd2c44dad",
            "dd468734dbd5488c8ddadbd5f4262b1d",
            "e2f125a5f57a4f7f936b85599fbd748c",
            "bef4496ab759481a99f0259781f4c2d9",
            "ec65bd9ca2e2426bb50d0b188f90c31f",
            "d7d9362f478347c8af5afe270c93e594",
            "38058da3bf124ce7a87f2cf8a78e364f",
            "253ae70b8d7b44369c7b974a4dbe0f92",
            "aec5f9dfba664c70a2dea0ca41749d5f",
            "1c8a7833d5624ac082ec20ad92a685a1",
            "2d9dff34c6fa41afa6d6a22912d77f68",
            "a40b7fde02fd4c7da767a0fcedb27628",
            "ecfd2b45e735484a80ebf39440ce3042",
            "e50ec61d4986422486ce5c1d8306a4ae",
            "4644b06c010f4839a8ade9b7c649a339",
            "de651876e9fd4c8cbbfee409b76bd294",
            "ee233ddf7a7f44aba254b4d0d79d1ba3",
            "2844a9d148b24940823ac5b066d27490",
            "875baea79791457c8a5fe805e0e1cc18",
            "2be60b5196d14211b9cd06ef32756d84",
            "6bf99c78187e408984df54a13f436a8c",
            "3d48f30880384848ad82ec1b990e7602",
            "dddf5ccf36054bdab75ef4f1f9cbb8bf",
            "e789696bd2014f2fa85ab9f879745cf3",
            "c519017c19574a7ea96fd22719964a80",
            "2822aae3dd00448e8c4dcf1372e5ee55",
            "8ace4c38da334cef96d460555918a3d8",
            "e91cd053f8c1433d8333314e821673da",
            "ea524a7e5dd74f3eba773af33fb716a6",
            "4f74ec60ae3643a187569b19692de35d",
            "dcdc5d558d544caf88b8b8ac62853a7b",
            "17dd1a6f561f4dcabdcaa04b313ad2e8",
            "be27be9200b44eb2896236f7483bb2cb",
            "75494f0d7e2e4c368fc378f3bda9ba74",
            "32f70c3b95a54a05a14c9f836dbc3266",
            "3f52cc4f46b14a0db1584e9dba88ea7c",
            "6a2de25b455345e895207ce5285d7dd6",
            "7fa23061ddf64d609a6e2af43ee0d045",
            "524c415b6f25456f9bf26f902dda849d",
            "280faf88f2b7461ab6ec3fb413df4175",
            "f800aeceddaa43bca42cd97a5cb30fc2",
            "5057b0ae22984e5cbe7df036d8f91438",
            "80184a8662ea48e6bbbd498532c7b559",
            "f50299df83574ce2977dbb0f959e90f9",
            "cd434f6fbdf44852af2cd94b1cb55ce0",
            "94b48db248124b799253c3ec29ecec86",
            "f14e960b595e4449baf22f6b998486a1",
            "f0f2edbafd7e4a69a976501ca8fd2ff5",
            "fb676946bb734b9caba4b07139b9fb89",
            "458dfbc028594c16aeaabab0aefcefc7",
            "99dd9213442d4afe870182c5224e1982",
            "7aeac2df277d4624bd5f487b63a2d8d0",
            "8b20995098b54f268a485c83d84ae6f6",
            "0d3e437d2a5f4ea1aee6bdae23e489f7"
          ]
        },
        "outputId": "8ed90ae0-af04-4394-8112-9428c707fe56"
      },
      "source": [
        "# For details about setting up datasets, see input_pipeline.py on the right.\n",
        "ds_train = input_pipeline.get_data_from_tfds(config=config, mode='train')\n",
        "ds_test = input_pipeline.get_data_from_tfds(config=config, mode='test')\n",
        "\n",
        "del config  # Only needed to instantiate datasets."
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Load pre-computed DatasetInfo (eg: splits, num examples,...) from GCS: cifar10/3.0.2\n",
            "INFO:absl:Load dataset info from /tmp/tmpv_tm6nbotfds\n",
            "INFO:absl:Field info.citation from disk and from code do not match. Keeping the one from code.\n",
            "INFO:absl:Generating dataset cifar10 (/root/tensorflow_datasets/cifar10/3.0.2)\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\u001b[1mDownloading and preparing dataset cifar10/3.0.2 (download: 162.17 MiB, generated: 132.40 MiB, total: 294.58 MiB) to /root/tensorflow_datasets/cifar10/3.0.2...\u001b[0m\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1df584588ca248cfb006a8851a6d783c",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Dl Completed...', max=1.0, style=Progre…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "38058da3bf124ce7a87f2cf8a78e364f",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Dl Size...', max=1.0, style=ProgressSty…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "4644b06c010f4839a8ade9b7c649a339",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Extraction completed...', max=1.0, styl…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Downloading https://www.cs.toronto.edu/~kriz/cifar-10-binary.tar.gz into /root/tensorflow_datasets/downloads/cs.toronto.edu_kriz_cifar-10-binaryODHPtIjLh3oLcXirEISTO7dkzyKjRCuol6lV8Wc6C7s.tar.gz.tmp.e2f55d50b9b94829a9ebbebf5c86098e...\n",
            "INFO:absl:Generating split train\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "\n",
            "\n",
            "\n",
            "\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "dddf5ccf36054bdab75ef4f1f9cbb8bf",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\rShuffling and writing examples to /root/tensorflow_datasets/cifar10/3.0.2.incomplete7KJKM4/cifar10-train.tfrecord\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "dcdc5d558d544caf88b8b8ac62853a7b",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=50000.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Done writing /root/tensorflow_datasets/cifar10/3.0.2.incomplete7KJKM4/cifar10-train.tfrecord. Shard lengths: [50000]\n",
            "INFO:absl:Generating split test\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\r"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "524c415b6f25456f9bf26f902dda849d",
              "version_minor": 0,
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            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=1.0, bar_style='info', max=1.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\rShuffling and writing examples to /root/tensorflow_datasets/cifar10/3.0.2.incomplete7KJKM4/cifar10-test.tfrecord\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f14e960b595e4449baf22f6b998486a1",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "HBox(children=(FloatProgress(value=0.0, max=10000.0), HTML(value='')))"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Done writing /root/tensorflow_datasets/cifar10/3.0.2.incomplete7KJKM4/cifar10-test.tfrecord. Shard lengths: [10000]\n",
            "INFO:absl:Skipping computing stats for mode ComputeStatsMode.SKIP.\n",
            "INFO:absl:Constructing tf.data.Dataset for split train[:98%], from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "INFO:absl:Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\r\u001b[1mDataset cifar10 downloaded and prepared to /root/tensorflow_datasets/cifar10/3.0.2. Subsequent calls will reuse this data.\u001b[0m\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "INFO:absl:Reusing dataset cifar10 (/root/tensorflow_datasets/cifar10/3.0.2)\n",
            "INFO:absl:Constructing tf.data.Dataset for split test, from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "INFO:absl:Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7c-LfxOJdj8_",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "33fd3172-f665-4200-93bf-2ca386da25e0"
      },
      "source": [
        "# Fetch a batch of test images for illustration purposes.\n",
        "batch = next(iter(ds_test.as_numpy_iterator()))\n",
        "# Note the shape : [num_local_devices, local_batch_size, h, w, c]\n",
        "batch['image'].shape"
      ],
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1, 512, 224, 224, 3)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "rL0jQRBCgeJA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        },
        "outputId": "a511b3d5-51ea-439c-b138-f11ecfbdb9cd"
      },
      "source": [
        "# Show some imags with their labels.\n",
        "images, labels = batch['image'][0][:9], batch['label'][0][:9]\n",
        "titles = map(make_label_getter(dataset), labels.argmax(axis=1))\n",
        "show_img_grid(images, titles)"
      ],
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x648 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jFqi3h7yMEsB",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 540
        },
        "outputId": "75297419-b48a-4d3d-a1bb-42e5f19cd5cf"
      },
      "source": [
        "# Same as above, but with train images.\n",
        "# Note how images are cropped/scaled differently.\n",
        "# Check out input_pipeline.get_data() in the editor at your right to see how the\n",
        "# images are preprocessed differently.\n",
        "batch = next(iter(ds_train.as_numpy_iterator()))\n",
        "images, labels = batch['image'][0][:9], batch['label'][0][:9]\n",
        "titles = map(make_label_getter(dataset), labels.argmax(axis=1))\n",
        "show_img_grid(images, titles)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 648x648 with 9 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ehzbRTSN20E5"
      },
      "source": [
        "### Load pre-trained"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8kIeQWuyf4Ga",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "a494ed8b-6918-48a2-c0b0-fb0c95829c39"
      },
      "source": [
        "model_config = models_config.MODEL_CONFIGS[model_name]\n",
        "model_config"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "classifier: token\n",
              "hidden_size: 768\n",
              "name: ViT-B_32\n",
              "patches:\n",
              "  size: !!python/tuple\n",
              "  - 32\n",
              "  - 32\n",
              "representation_size: null\n",
              "transformer:\n",
              "  attention_dropout_rate: 0.0\n",
              "  dropout_rate: 0.0\n",
              "  mlp_dim: 3072\n",
              "  num_heads: 12\n",
              "  num_layers: 12"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DMKr-4nK3DlT"
      },
      "source": [
        "# Load model definition & initialize random parameters.\n",
        "# This also compiles the model to XLA (takes some minutes the first time).\n",
        "if model_name.startswith('Mixer'):\n",
        "  model = models.MlpMixer(num_classes=num_classes, **model_config)\n",
        "else:\n",
        "  model = models.VisionTransformer(num_classes=num_classes, **model_config)\n",
        "variables = jax.jit(lambda: model.init(\n",
        "    jax.random.PRNGKey(0),\n",
        "    # Discard the \"num_local_devices\" dimension of the batch for initialization.\n",
        "    batch['image'][0, :1],\n",
        "    train=False,\n",
        "), backend='cpu')()"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zIXjOEDkvAWM",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "57a41422-6c2d-40cf-f928-28c29792f99f"
      },
      "source": [
        "# Load and convert pretrained checkpoint.\n",
        "# This involves loading the actual pre-trained model results, but then also also\n",
        "# modifying the parameters a bit, e.g. changing the final layers, and resizing\n",
        "# the positional embeddings.\n",
        "# For details, refer to the code and to the methods of the paper.\n",
        "params = checkpoint.load_pretrained(\n",
        "    pretrained_path=f'{model_name}.npz',\n",
        "    init_params=variables['params'],\n",
        "    model_config=model_config,\n",
        ")"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Inspect extra keys:\n",
            "{'pre_logits/bias', 'pre_logits/kernel'}\n",
            "INFO:absl:load_pretrained: drop-head variant\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aQVKzhaR8o-J"
      },
      "source": [
        "### Evaluate"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WB6ywRTY-LOa",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0d5942a0-d88e-4799-a422-ba5800e77fcf"
      },
      "source": [
        "# So far, all our data is in the host memory. Let's now replicate the arrays\n",
        "# into the devices.\n",
        "# This will make every array in the pytree params become a ShardedDeviceArray\n",
        "# that has the same data replicated across all local devices.\n",
        "# For TPU it replicates the params in every core.\n",
        "# For a single GPU this simply moves the data onto the device.\n",
        "# For CPU it simply creates a copy.\n",
        "params_repl = flax.jax_utils.replicate(params)\n",
        "print('params.cls:', type(params['head']['bias']).__name__,\n",
        "      params['head']['bias'].shape)\n",
        "print('params_repl.cls:', type(params_repl['head']['bias']).__name__,\n",
        "      params_repl['head']['bias'].shape)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "params.cls: DeviceArray (10,)\n",
            "params_repl.cls: ShardedDeviceArray (1, 10)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:317: UserWarning: jax.host_count has been renamed to jax.process_count. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_count has been renamed to jax.process_count. This alias \"\n",
            "/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:304: UserWarning: jax.host_id has been renamed to jax.process_index. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_id has been renamed to jax.process_index. This alias \"\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_unNxEZAK0Cu"
      },
      "source": [
        "# Then map the call to our model's forward pass onto all available devices.\n",
        "vit_apply_repl = jax.pmap(lambda params, inputs: model.apply(\n",
        "    dict(params=params), inputs, train=False))"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZgjFBUQ88p4z"
      },
      "source": [
        "def get_accuracy(params_repl):\n",
        "  \"\"\"Returns accuracy evaluated on the test set.\"\"\"\n",
        "  good = total = 0\n",
        "  steps = input_pipeline.get_dataset_info(dataset, 'test')['num_examples'] // batch_size\n",
        "  for _, batch in zip(tqdm.trange(steps), ds_test.as_numpy_iterator()):\n",
        "    predicted = vit_apply_repl(params_repl, batch['image'])\n",
        "    is_same = predicted.argmax(axis=-1) == batch['label'].argmax(axis=-1)\n",
        "    good += is_same.sum()\n",
        "    total += len(is_same.flatten())\n",
        "  return good / total"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3qc7j0lv-F6-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "71e30286-db37-4ac0-b863-a9f0ea626dd2"
      },
      "source": [
        "# Random performance without fine-tuning.\n",
        "get_accuracy(params_repl)"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "100%|██████████| 19/19 [01:07<00:00,  3.58s/it]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DeviceArray(0.10063734, dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HxMdU_e5NeoT"
      },
      "source": [
        "### Fine-tune"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MI62dexw8mGo"
      },
      "source": [
        "# 100 Steps take approximately 15 minutes in the TPU runtime.\n",
        "total_steps = 100\n",
        "warmup_steps = 5\n",
        "decay_type = 'cosine'\n",
        "grad_norm_clip = 1\n",
        "# This controls in how many forward passes the batch is split. 8 works well with\n",
        "# a TPU runtime that has 8 devices. 64 should work on a GPU. You can of course\n",
        "# also adjust the batch_size above, but that would require you to adjust the\n",
        "# learning rate accordingly.\n",
        "accum_steps = 8\n",
        "base_lr = 0.03"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vzlfREb1ZHBY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "beea72a2-a342-4a10-aebf-379609a3c250"
      },
      "source": [
        "# Check out train.make_update_fn in the editor on the right side for details.\n",
        "lr_fn = utils.create_learning_rate_schedule(total_steps, base_lr, decay_type, warmup_steps)\n",
        "update_fn_repl = train.make_update_fn(\n",
        "    apply_fn=model.apply, accum_steps=accum_steps, lr_fn=lr_fn)\n",
        "# We use a momentum optimizer that uses half precision for state to save\n",
        "# memory. It als implements the gradient clipping.\n",
        "opt = momentum_clip.Optimizer(grad_norm_clip=grad_norm_clip).create(params)\n",
        "opt_repl = flax.jax_utils.replicate(opt)"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:317: UserWarning: jax.host_count has been renamed to jax.process_count. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_count has been renamed to jax.process_count. This alias \"\n",
            "/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:304: UserWarning: jax.host_id has been renamed to jax.process_index. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_id has been renamed to jax.process_index. This alias \"\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RTU7OmgjHb-G",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "85f9ca57-afef-48fa-db46-565dc813741c"
      },
      "source": [
        "# Initialize PRNGs for dropout.\n",
        "update_rng_repl = flax.jax_utils.replicate(jax.random.PRNGKey(0))"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:317: UserWarning: jax.host_count has been renamed to jax.process_count. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_count has been renamed to jax.process_count. This alias \"\n",
            "/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:304: UserWarning: jax.host_id has been renamed to jax.process_index. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_id has been renamed to jax.process_index. This alias \"\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zKn4IfUWHWPk",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 635
        },
        "outputId": "e4733fad-dc9f-4847-db3a-f8ee77725ae6"
      },
      "source": [
        "losses = []\n",
        "lrs = []\n",
        "# Completes in ~20 min on the TPU runtime.\n",
        "for step, batch in zip(\n",
        "    tqdm.trange(1, total_steps + 1),\n",
        "    ds_train.as_numpy_iterator(),\n",
        "):\n",
        "\n",
        "  opt_repl, loss_repl, update_rng_repl = update_fn_repl(\n",
        "      opt_repl, flax.jax_utils.replicate(step), batch, update_rng_repl)\n",
        "  losses.append(loss_repl[0])\n",
        "  lrs.append(lr_fn(step))\n",
        "\n",
        "plt.plot(losses)\n",
        "plt.figure()\n",
        "plt.plot(lrs)"
      ],
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/100 [00:00<?, ?it/s]/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:317: UserWarning: jax.host_count has been renamed to jax.process_count. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_count has been renamed to jax.process_count. This alias \"\n",
            "/usr/local/lib/python3.7/dist-packages/jax/lib/xla_bridge.py:304: UserWarning: jax.host_id has been renamed to jax.process_index. This alias will eventually be removed; please update your code.\n",
            "  \"jax.host_id has been renamed to jax.process_index. This alias \"\n",
            "100%|██████████| 100/100 [08:23<00:00,  5.04s/it]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7efe626039d0>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jJhKAMhMI2D6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "60b7c524-ddc6-4ed5-dd32-22e2a2e22cde"
      },
      "source": [
        "# Should be ~96.7% for Mixer-B/16 or 97.7% for ViT-B/32 on CIFAR10 (both @224)\n",
        "get_accuracy(opt_repl.target)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "INFO:absl:Load dataset info from /root/tensorflow_datasets/cifar10/3.0.2\n",
            "100%|██████████| 19/19 [00:32<00:00,  1.73s/it]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DeviceArray(0.9762541, dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N-wIdj_qnbIM"
      },
      "source": [
        "### Inference"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BrOSyiBsE-N-"
      },
      "source": [
        "# Download a pre-trained model.\n",
        "\n",
        "if model_name.startswith('Mixer'):\n",
        "  # Download model trained on imagenet2012\n",
        "  ![ -e \"$model_name\"_imagenet2012.npz ] || gsutil cp gs://mixer_models/imagenet1k/\"$model_name\".npz \"$model_name\"_imagenet2012.npz\n",
        "  model = models.MlpMixer(num_classes=1000, **model_config)\n",
        "else:\n",
        "  # Download model pre-trained on imagenet21k and fine-tuned on imagenet2012.\n",
        "  ![ -e \"$model_name\"_imagenet2012.npz ] || gsutil cp gs://vit_models/imagenet21k+imagenet2012/\"$model_name\".npz \"$model_name\"_imagenet2012.npz\n",
        "  model = models.VisionTransformer(num_classes=1000, **model_config)\n",
        "\n",
        "import os\n",
        "assert os.path.exists(f'{model_name}_imagenet2012.npz')"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TE7BoGkyoY7X"
      },
      "source": [
        "# Load and convert pretrained checkpoint.\n",
        "params = checkpoint.load(f'{model_name}_imagenet2012.npz')\n",
        "params['pre_logits'] = {}  # Need to restore empty leaf for Flax."
      ],
      "execution_count": 35,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "p3TTypN0gkwO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1805daa6-aa29-4b0d-f070-175868e3162f"
      },
      "source": [
        "# Get imagenet labels.\n",
        "!wget https://storage.googleapis.com/bit_models/ilsvrc2012_wordnet_lemmas.txt\n",
        "imagenet_labels = dict(enumerate(open('ilsvrc2012_wordnet_lemmas.txt')))"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2021-06-20 16:44:59--  https://storage.googleapis.com/bit_models/ilsvrc2012_wordnet_lemmas.txt\n",
            "Resolving storage.googleapis.com (storage.googleapis.com)... 74.125.142.128, 74.125.20.128, 74.125.197.128, ...\n",
            "Connecting to storage.googleapis.com (storage.googleapis.com)|74.125.142.128|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 21675 (21K) [text/plain]\n",
            "Saving to: ‘ilsvrc2012_wordnet_lemmas.txt.1’\n",
            "\n",
            "\r          ilsvrc201   0%[                    ]       0  --.-KB/s               \rilsvrc2012_wordnet_ 100%[===================>]  21.17K  --.-KB/s    in 0s      \n",
            "\n",
            "2021-06-20 16:44:59 (135 MB/s) - ‘ilsvrc2012_wordnet_lemmas.txt.1’ saved [21675/21675]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IQwomPOopDlr",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 693
        },
        "outputId": "62bf38bd-f762-4cee-a916-d965c60e3a4e"
      },
      "source": [
        "# Get a random picture with the correct dimensions.\n",
        "resolution = 224 if model_name.startswith('Mixer') else 384\n",
        "!wget https://picsum.photos/$resolution -O picsum.jpg\n",
        "import PIL\n",
        "img = PIL.Image.open('picsum.jpg')\n",
        "img"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2021-06-20 16:45:00--  https://picsum.photos/384\n",
            "Resolving picsum.photos (picsum.photos)... 172.67.74.163, 104.26.5.30, 104.26.4.30, ...\n",
            "Connecting to picsum.photos (picsum.photos)|172.67.74.163|:443... connected.\n",
            "HTTP request sent, awaiting response... 302 Found\n",
            "Location: https://i.picsum.photos/id/196/384/384.jpg?hmac=bFY204i5pbDybfHP0zYrxbOENAS8ZtJ4m09Zw1MnsYc [following]\n",
            "--2021-06-20 16:45:00--  https://i.picsum.photos/id/196/384/384.jpg?hmac=bFY204i5pbDybfHP0zYrxbOENAS8ZtJ4m09Zw1MnsYc\n",
            "Resolving i.picsum.photos (i.picsum.photos)... 104.26.5.30, 104.26.4.30, 172.67.74.163, ...\n",
            "Connecting to i.picsum.photos (i.picsum.photos)|104.26.5.30|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: 14191 (14K) [image/jpeg]\n",
            "Saving to: ‘picsum.jpg’\n",
            "\n",
            "picsum.jpg          100%[===================>]  13.86K  --.-KB/s    in 0s      \n",
            "\n",
            "2021-06-20 16:45:00 (73.1 MB/s) - ‘picsum.jpg’ saved [14191/14191]\n",
            "\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=384x384 at 0x7EFE8004CED0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wrvwNAGJshzb"
      },
      "source": [
        "# Predict on a batch with a single item (note very efficient TPU usage...)\n",
        "logits, = model.apply(dict(params=params), (np.array(img) / 128 - 1)[None, ...], train=False)"
      ],
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "64hwCdaehs42",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "29e8f985-4797-4201-fc80-807766c0584b"
      },
      "source": [
        "preds = flax.nn.softmax(logits)\n",
        "for idx in preds.argsort()[:-11:-1]:\n",
        "  print(f'{preds[idx]:.5f} : {imagenet_labels[idx]}', end='')"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "0.13330 : sandbar, sand_bar\n",
            "0.09332 : seashore, coast, seacoast, sea-coast\n",
            "0.05257 : jeep, landrover\n",
            "0.05188 : Arabian_camel, dromedary, Camelus_dromedarius\n",
            "0.01251 : horned_viper, cerastes, sand_viper, horned_asp, Cerastes_cornutus\n",
            "0.00753 : tiger_beetle\n",
            "0.00744 : dung_beetle\n",
            "0.00711 : sidewinder, horned_rattlesnake, Crotalus_cerastes\n",
            "0.00703 : leatherback_turtle, leatherback, leathery_turtle, Dermochelys_coriacea\n",
            "0.00647 : pole\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}